{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference using Bayesian Networks\n",
    "\n",
    "Inference is a powerful technique that combines empirical evidence and prior statistical beliefs to determine likelihood from causal connections. A classic example is presented below in graphical form (taken from [this blog](https://towardsdatascience.com/introduction-to-bayesian-networks-81031eeed94e); please excuse the convention of substituting commas for decimal places):\n",
    "\n",
    "![wet grass example](https://miro.medium.com/max/1385/1*9OsQV0PqM2juaOtGqoRISw.jpeg)\n",
    "\n",
    "As shown above, there are two causal explanations for why the grass is wet-- the sprinkler could be on, or it could have rained. We can enter the graph at any point to infer the conditional likelihood of each variable; for example, if we know the state of *cloudy*, we can replace the 50/50 prior probability, and propagate that through the graph. We can also reverse the direction; if we know that the grass is wet, we can infer the empirical likelihood of *cloudy* being true such that it is weighted by this evidence, instead of just the prior belief. Note that this means that it is possible to determine prior beliefs from data, by choosing an naive prior and replacing after acquiring empirical data.\n",
    "\n",
    "The classical example above maps to ICESat-2 data with some simple modifications. Let's sat that you observe an ICESat-2 QAQC flag that the data is \"not useful\", caused by the ATL06 algorithm failing to find the ground. There are several possible causal reasons for this: the surface could be obscured by optically thick clouds; the surface could be complex because of crevassing; there could blowing snow on the surface; there could be an instrument issue. If we discount the last option of instrumentation error, we can pull out useful information from the QAQC flag about the physical process that is causing the flag. If we have cloud data (i.e., from another data source like VIIRS), or wind data, we can start to build a statistical inference pipeline that will infer the likelihood of blowing snow or crevasses.\n",
    "\n",
    "### Numeric Considerations\n",
    "\n",
    "Bayesian nets can be used as simple feed forward networks (if we are confident in our priors), or trained to determine the conditional probabilities that the network itself uses. We'll use pymc3 in this notebook to examine how to formulate and build Bayesian networks-- first using discrete variables, then expanding to incorporate continuous variables. All of this falls under ***probabilistic programming***; there a wide variety of tasks that the framework can be used for. The pymc3 library uses Monte Carlo simulations for inference, which can sped up substantially by GPUs-- although they run just fine on CPUs as well.\n",
    "\n",
    "## Defining a Probabilistic Model\n",
    "\n",
    "We'll use a worked epidemiology example to show how to set both static parameters, and distributions over parameters, and then explore adding in empirical observations to the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymc3 as pm\n",
    "from pymc3 import Normal, Model\n",
    "from pymc3.math import switch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./a4Murphy1.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# General model\n",
    "Image('./a4Murphy2.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with Model() as bayesnet:\n",
    "    # Parent\n",
    "    g1_healthy = pm.distributions.discrete.Bernoulli('g1',0.5)\n",
    "    \n",
    "    # Latent variable that conditions the children \n",
    "    g1_L = switch(g1_healthy > 0.5, 0.9, 0.1)\n",
    "    \n",
    "    # Left Child\n",
    "    g2_healthy = pm.distributions.discrete.Bernoulli('g2', g1_L)\n",
    "    # Right Child\n",
    "    g3_healthy = pm.distributions.discrete.Bernoulli('g3', g1_L)\n",
    "    # Conditional switches for blood pressure mean\n",
    "    rate1 = switch(g1_healthy > .5, 50, 60)\n",
    "    rate2 = switch(g2_healthy > .5, 50, 60)\n",
    "    rate3 = switch(g3_healthy > .5, 50, 60)\n",
    "    # Parent and children\n",
    "    x1 = Normal('x1', mu=rate1, sd=10**.5)\n",
    "    x2 = Normal('x2', mu=rate2, sd=10**.5)\n",
    "    x3 = Normal('x3', mu=rate3, sd=10**.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<title>g3&#45;&gt;x3</title>\n",
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       "<!-- g1&#45;&gt;x1 -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>g1&#45;&gt;x1</title>\n",
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       "<title>g2</title>\n",
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       "<text text-anchor=\"middle\" x=\"407.5438\" y=\"-86.3\" font-family=\"Times-Roman\" font-size=\"14.00\" fill=\"#000000\">g2 ~ Bernoulli</text>\n",
       "</g>\n",
       "<!-- g1&#45;&gt;g2 -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>g1&#45;&gt;g2</title>\n",
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      ],
      "text/plain": [
       "<graphviz.dot.Digraph at 0x7f3255461ad0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.model_graph.model_to_graphviz(model=bayesnet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the defined model is identical to the reference figure, just with **$X_1$** being placed in below rather than above. The *'G'* parameters are all Bernoulli distributions that specify a binary outcome. The *'$X_*$'* variables are continuous distributions of blood pressure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 1\n",
    "\n",
    "Compute P(G1 = 2 | X2 = 50). This is the probability that the parent (**$G_1$**) has the heredity disease given that the child (**$X_2$**) has blood pressure of 50."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute P(G1 = 2 | X2 = 50)\n",
    "\n",
    "with Model() as bayesnet:\n",
    "    # Parent\n",
    "    g1_healthy = pm.distributions.discrete.Bernoulli('g1',0.5)\n",
    "    \n",
    "    # Latent variable that conditions the children \n",
    "    g1_L = switch(g1_healthy > 0.5, 0.9, 0.1)\n",
    "    \n",
    "    # Left Child\n",
    "    g2_healthy = pm.distributions.discrete.Bernoulli('g2', g1_L)\n",
    "    # Right Child\n",
    "    g3_healthy = pm.distributions.discrete.Bernoulli('g3', g1_L)\n",
    "    # Conditional switches for blood pressure mean\n",
    "    rate1 = switch(g1_healthy > .5, 50, 60)\n",
    "    rate2 = switch(g2_healthy > .5, 50, 60)\n",
    "    rate3 = switch(g3_healthy > .5, 50, 60)\n",
    "    # Grandkids and child\n",
    "    x1 = Normal('x1', mu=rate1, sd=10**.5)\n",
    "    # Setting x2 as an observed variable\n",
    "    x2 = Normal('x2', mu=rate2, sd=10**.5, observed=50)\n",
    "    x3 = Normal('x3', mu=rate3, sd=10**.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the above is identical to our original model definition-- the only thing that has changed, is that we have set **$X_2$** as an observed variable. There is an analytic solution to this type of inference, but we'll use sampling to estimate an empirical solution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">BinaryGibbsMetropolis: [g1, g2, g3]\n",
      ">NUTS: [x3, x1]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 402000/402000 [06:42<00:00, 997.94draws/s] \n",
      "The acceptance probability does not match the target. It is 0.8870135350191242, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The acceptance probability does not match the target. It is 0.9029642993099408, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with bayesnet:\n",
    "    mytrace = pm.sample(100000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that PyMC3 does the hard work of choosing the appropriate samplers for us :-) The binary variables use Gibbs Metropolis-Hastings, and the continuous use the No-U-Turn-Sampler. The variable **$X_2$** is not sampled, since we set it as observed. The result of the sampling is a *trace*; we can view the trace to get our answer to the original question (although it will take a second to plot given the sample size):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(mytrace);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The original question was *\"what's the probability that the parent has the disease\"*, so we can take the number of samples where **$G_1 = 1$** (is healthy), and divide by the total number of samples to get the percentage of the population in the simulation that was healthy: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.894655, 0.10534500000000002)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_g1_healthy = sum(mytrace['g1'])/len(mytrace['g1'])\n",
    "p_g1_not_healthy = 1 - p_g1_healthy\n",
    "p_g1_healthy, p_g1_not_healthy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We find 89.55% of the G1 samples are healthy (G1 = 1); so  10.45% are unhealthy (G1 = 2). We can actually access the same information using the `summary()` function, which will also provide an error estimate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_mean</th>\n",
       "      <th>ess_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>g1</th>\n",
       "      <td>0.89466</td>\n",
       "      <td>0.30700</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00220</td>\n",
       "      <td>0.00155</td>\n",
       "      <td>19536.58158</td>\n",
       "      <td>19536.58158</td>\n",
       "      <td>19536.58158</td>\n",
       "      <td>19536.58158</td>\n",
       "      <td>1.00063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g2</th>\n",
       "      <td>0.99333</td>\n",
       "      <td>0.08141</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00020</td>\n",
       "      <td>0.00014</td>\n",
       "      <td>170888.12552</td>\n",
       "      <td>170888.12552</td>\n",
       "      <td>170888.12552</td>\n",
       "      <td>400000.00000</td>\n",
       "      <td>1.00004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g3</th>\n",
       "      <td>0.81407</td>\n",
       "      <td>0.38905</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00269</td>\n",
       "      <td>0.00190</td>\n",
       "      <td>20871.88044</td>\n",
       "      <td>20871.88044</td>\n",
       "      <td>20871.88044</td>\n",
       "      <td>20871.88044</td>\n",
       "      <td>1.00054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x1</th>\n",
       "      <td>51.04335</td>\n",
       "      <td>4.44013</td>\n",
       "      <td>43.38428</td>\n",
       "      <td>60.79245</td>\n",
       "      <td>0.02383</td>\n",
       "      <td>0.01741</td>\n",
       "      <td>34717.74321</td>\n",
       "      <td>32518.12587</td>\n",
       "      <td>48574.24541</td>\n",
       "      <td>38657.17435</td>\n",
       "      <td>1.00034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x3</th>\n",
       "      <td>51.85530</td>\n",
       "      <td>5.02532</td>\n",
       "      <td>44.00722</td>\n",
       "      <td>62.75026</td>\n",
       "      <td>0.02903</td>\n",
       "      <td>0.02096</td>\n",
       "      <td>29956.44311</td>\n",
       "      <td>28745.40289</td>\n",
       "      <td>39436.57210</td>\n",
       "      <td>69441.83518</td>\n",
       "      <td>1.00033</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean       sd    hdi_3%   hdi_97%  mcse_mean  mcse_sd      ess_mean  \\\n",
       "g1   0.89466  0.30700   0.00000   1.00000    0.00220  0.00155   19536.58158   \n",
       "g2   0.99333  0.08141   1.00000   1.00000    0.00020  0.00014  170888.12552   \n",
       "g3   0.81407  0.38905   0.00000   1.00000    0.00269  0.00190   20871.88044   \n",
       "x1  51.04335  4.44013  43.38428  60.79245    0.02383  0.01741   34717.74321   \n",
       "x3  51.85530  5.02532  44.00722  62.75026    0.02903  0.02096   29956.44311   \n",
       "\n",
       "          ess_sd      ess_bulk      ess_tail    r_hat  \n",
       "g1   19536.58158   19536.58158   19536.58158  1.00063  \n",
       "g2  170888.12552  170888.12552  400000.00000  1.00004  \n",
       "g3   20871.88044   20871.88044   20871.88044  1.00054  \n",
       "x1   32518.12587   48574.24541   38657.17435  1.00034  \n",
       "x3   28745.40289   39436.57210   69441.83518  1.00033  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.summary(mytrace, round_to=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As mentioned, we could analytically compute the answer:\n",
    "\n",
    "- The analytic answer is 0.10535\n",
    "- The MCMC estimate is 0.104495 +/- 0.002573\n",
    "\n",
    "Since 0.10535 is between 0.107068 and 0.101922, seems that we did well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Brief digression on MCMC error\n",
    "---------------\n",
    "\n",
    "I was curious about the MCMC error... does the sampler actually know how good a job it's doing? Running the sampler again with a factor less samples certainly gives a worse estimate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">BinaryGibbsMetropolis: [g1, g2, g3]\n",
      ">NUTS: [x3, x1]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 42000/42000 [00:48<00:00, 858.74draws/s] \n",
      "The acceptance probability does not match the target. It is 0.8848572312061527, but should be close to 0.8. Try to increase the number of tuning steps.\n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with bayesnet:\n",
    "    mytrace = pm.sample(10000);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.89835, 0.10165000000000002)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_g1_healthy = sum(mytrace['g1'])/len(mytrace['g1'])\n",
    "p_g1_not_healthy = 1 - p_g1_healthy\n",
    "p_g1_healthy, p_g1_not_healthy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_mean</th>\n",
       "      <th>ess_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>g1</th>\n",
       "      <td>0.89835</td>\n",
       "      <td>0.30219</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00715</td>\n",
       "      <td>0.00505</td>\n",
       "      <td>1787.63364</td>\n",
       "      <td>1787.63364</td>\n",
       "      <td>1787.63364</td>\n",
       "      <td>1787.63364</td>\n",
       "      <td>1.00123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g2</th>\n",
       "      <td>0.99338</td>\n",
       "      <td>0.08113</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00068</td>\n",
       "      <td>0.00048</td>\n",
       "      <td>14413.92481</td>\n",
       "      <td>14413.92481</td>\n",
       "      <td>14413.92481</td>\n",
       "      <td>40000.00000</td>\n",
       "      <td>1.00026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g3</th>\n",
       "      <td>0.82062</td>\n",
       "      <td>0.38367</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00834</td>\n",
       "      <td>0.00590</td>\n",
       "      <td>2118.52195</td>\n",
       "      <td>2118.52195</td>\n",
       "      <td>2118.52195</td>\n",
       "      <td>2118.52195</td>\n",
       "      <td>1.00152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x1</th>\n",
       "      <td>50.98536</td>\n",
       "      <td>4.41682</td>\n",
       "      <td>43.66235</td>\n",
       "      <td>60.88802</td>\n",
       "      <td>0.07927</td>\n",
       "      <td>0.05789</td>\n",
       "      <td>3104.67951</td>\n",
       "      <td>2911.17357</td>\n",
       "      <td>4322.50941</td>\n",
       "      <td>3293.52221</td>\n",
       "      <td>1.00077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x3</th>\n",
       "      <td>51.78482</td>\n",
       "      <td>4.98557</td>\n",
       "      <td>43.87335</td>\n",
       "      <td>62.69654</td>\n",
       "      <td>0.08843</td>\n",
       "      <td>0.06381</td>\n",
       "      <td>3178.40026</td>\n",
       "      <td>3052.47409</td>\n",
       "      <td>4169.68867</td>\n",
       "      <td>7119.45698</td>\n",
       "      <td>1.00123</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean       sd    hdi_3%   hdi_97%  mcse_mean  mcse_sd     ess_mean  \\\n",
       "g1   0.89835  0.30219   0.00000   1.00000    0.00715  0.00505   1787.63364   \n",
       "g2   0.99338  0.08113   1.00000   1.00000    0.00068  0.00048  14413.92481   \n",
       "g3   0.82062  0.38367   0.00000   1.00000    0.00834  0.00590   2118.52195   \n",
       "x1  50.98536  4.41682  43.66235  60.88802    0.07927  0.05789   3104.67951   \n",
       "x3  51.78482  4.98557  43.87335  62.69654    0.08843  0.06381   3178.40026   \n",
       "\n",
       "         ess_sd     ess_bulk     ess_tail    r_hat  \n",
       "g1   1787.63364   1787.63364   1787.63364  1.00123  \n",
       "g2  14413.92481  14413.92481  40000.00000  1.00026  \n",
       "g3   2118.52195   2118.52195   2118.52195  1.00152  \n",
       "x1   2911.17357   4322.50941   3293.52221  1.00077  \n",
       "x3   3052.47409   4169.68867   7119.45698  1.00123  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.summary(mytrace, round_to=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The new answer is 0.1018 +/- 0.00670. Given that the analytic answer is 0.10535, this is clearly a worse estimate... but 0.10535 still falls within the 0.0951 to  0.1085 bounded error envelope, so we know the answer is less precise. If we need more precision, we can simply run more samples till the MC error is acceptably low."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 2\n",
    "\n",
    "Compute P(X3  = 50 | X2 = 50). That is, what is the conditional probability that child 2 (**$X_3$**) has blood pressure equal to 50 given that their sibling (child 1, **$X_2$**) has normal blood pressure (50). As before, we simply fix the variable of interest using the observed flag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "with Model() as bayesnet:\n",
    "    # Parent\n",
    "    g1_healthy = pm.distributions.discrete.Bernoulli('g1',0.5)\n",
    "    \n",
    "    # Latent variable that conditions the children \n",
    "    g1_L = switch(g1_healthy > 0.5, 0.9, 0.1)\n",
    "    \n",
    "    # Left Child\n",
    "    g2_healthy = pm.distributions.discrete.Bernoulli('g2', g1_L)\n",
    "    # Right Child\n",
    "    g3_healthy = pm.distributions.discrete.Bernoulli('g3', g1_L)\n",
    "    # Conditional switches for blood pressure mean\n",
    "    rate1 = switch(g1_healthy > .5, 50, 60)\n",
    "    rate2 = switch(g2_healthy > .5, 50, 60)\n",
    "    rate3 = switch(g3_healthy > .5, 50, 60)\n",
    "    # Grandkids and child\n",
    "    x1 = Normal('x1', mu=rate1, sd=10**.5)\n",
    "    x2 = Normal('x2', mu=rate2, sd=10**.5)\n",
    "    # Setting x3 as an observed variable\n",
    "    x3 = Normal('x3', mu=rate3, sd=10**.5, observed=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">BinaryGibbsMetropolis: [g1, g2, g3]\n",
      ">NUTS: [x2, x1]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 402000/402000 [07:00<00:00, 956.03draws/s] \n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with bayesnet:\n",
    "    mytrace = pm.sample(100000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because the variable that we're interested in is continuous, it isn't as obvious how to answer our question... we could of course cheat, and cast x2 as discrete value:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1011475"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n1 = mytrace['x2']>51\n",
    "n2 = mytrace['x2']<50\n",
    "\n",
    "(len(mytrace['x2']) - sum(n1) - sum(n2))/len(mytrace['x2'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The analytic solution is 0.10306, so casting **$X_2$** as a discrete variable gives a close approximation, but is also kinda unsatisfying because:\n",
    "\n",
    "- The width for the approximation isn't always obvious. Here, for blood pressure, using a natural number is a pretty clear fit-- but this isn't as obvious for other cases.\n",
    "\n",
    "- We don't have an error estimation on the approximation. This seems not very Bayesian."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could also try to cheat an answer by reading **$X_2$** directly off of the trace plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(mytrace);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we've fixed **$X_3$**, we don't see it in the plots, but we do get the **$X_2$** variable that was previously omitted when it was fixed. We can see that the probability for x2 = 50 is close to our analytic solution, and we don't have to decide a width, but:\n",
    "\n",
    "- We still don't have an error estimate on the parameter\n",
    "- We're just eyeballing a value off of a graph. There's surely a more numerically precise way to do this..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimating a numerically robust solution\n",
    "\n",
    "My preferred solution is to estimate an empirical PDF (Probability Density Function)  via KDE (Kernel Density Estimation) using the trace of **$X_2$** as the input. This allows probability estimation of any value, including decimal values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats.kde import gaussian_kde"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_pdf = gaussian_kde(mytrace['x2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.10136032])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_pdf(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This treats the continuous variable as continuous, so there is no need to decide an integration width. It is also numerically precise. For error bounds, we can still get them from the trace summary (using the **$X_2$** `mc_error`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_mean</th>\n",
       "      <th>ess_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>g1</th>\n",
       "      <td>0.89442</td>\n",
       "      <td>0.30730</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00230</td>\n",
       "      <td>0.00163</td>\n",
       "      <td>17855.21033</td>\n",
       "      <td>17855.21033</td>\n",
       "      <td>17855.21033</td>\n",
       "      <td>17855.21033</td>\n",
       "      <td>1.00003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g2</th>\n",
       "      <td>0.81722</td>\n",
       "      <td>0.38649</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00272</td>\n",
       "      <td>0.00192</td>\n",
       "      <td>20188.38864</td>\n",
       "      <td>20188.38864</td>\n",
       "      <td>20188.38864</td>\n",
       "      <td>20188.38864</td>\n",
       "      <td>1.00006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g3</th>\n",
       "      <td>0.99343</td>\n",
       "      <td>0.08080</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00020</td>\n",
       "      <td>0.00014</td>\n",
       "      <td>166675.86424</td>\n",
       "      <td>166675.86424</td>\n",
       "      <td>166675.86424</td>\n",
       "      <td>400000.00000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x1</th>\n",
       "      <td>51.06062</td>\n",
       "      <td>4.43888</td>\n",
       "      <td>43.31794</td>\n",
       "      <td>60.73019</td>\n",
       "      <td>0.02489</td>\n",
       "      <td>0.01818</td>\n",
       "      <td>31817.27610</td>\n",
       "      <td>29818.68855</td>\n",
       "      <td>44391.51080</td>\n",
       "      <td>35135.92691</td>\n",
       "      <td>1.00011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x2</th>\n",
       "      <td>51.82305</td>\n",
       "      <td>4.99491</td>\n",
       "      <td>43.87529</td>\n",
       "      <td>62.54168</td>\n",
       "      <td>0.02921</td>\n",
       "      <td>0.02108</td>\n",
       "      <td>29241.78467</td>\n",
       "      <td>28065.31309</td>\n",
       "      <td>38497.67472</td>\n",
       "      <td>66541.37318</td>\n",
       "      <td>1.00006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean       sd    hdi_3%   hdi_97%  mcse_mean  mcse_sd      ess_mean  \\\n",
       "g1   0.89442  0.30730   0.00000   1.00000    0.00230  0.00163   17855.21033   \n",
       "g2   0.81722  0.38649   0.00000   1.00000    0.00272  0.00192   20188.38864   \n",
       "g3   0.99343  0.08080   1.00000   1.00000    0.00020  0.00014  166675.86424   \n",
       "x1  51.06062  4.43888  43.31794  60.73019    0.02489  0.01818   31817.27610   \n",
       "x2  51.82305  4.99491  43.87529  62.54168    0.02921  0.02108   29241.78467   \n",
       "\n",
       "          ess_sd      ess_bulk      ess_tail    r_hat  \n",
       "g1   17855.21033   17855.21033   17855.21033  1.00003  \n",
       "g2   20188.38864   20188.38864   20188.38864  1.00006  \n",
       "g3  166675.86424  166675.86424  400000.00000  1.00000  \n",
       "x1   29818.68855   44391.51080   35135.92691  1.00011  \n",
       "x2   28065.31309   38497.67472   66541.37318  1.00006  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.summary(mytrace, round_to=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This works because we have a numerically precise value of the probability, so we can port the error estimates over. We couldn't do this using the first window method because we were looking over a range interval, and didn't have a precise estimate when looking at just the trace graphs.\n",
    "\n",
    "\n",
    "Another thing to note-- because statistics are built of an empirically sampled distribution that is rendered via simulation, we are able to retrieve answers from distributions that are not classic well behaved Gaussian's. The distributions **$X_1, X_2,$** and **$X_3$** are not well behaved; they cannot be approximated by a Gaussian, and it's unclear if they could be even be modeled by a combination of classical statical functions. But, using MCMC estimation, we fundamentally don't care what the output distribution looks like; we can query the trace for probability information regardless of it's form. As more explicit example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We'll complicate our sampling by adding in more data\n",
    "# pymc3 allows observed variables to be numpy arrays, pandas\n",
    "# dataframes, or theano data structures; so you can add\n",
    "# quite a bit of empirical data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_1 = [38,58,62,55,80,40,51,52]\n",
    "data_2 = [32,110,72,43,66,55,59,52]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "with Model() as bayesnet:\n",
    "    # Parent\n",
    "    g1_healthy = pm.distributions.discrete.Bernoulli('g1',0.5)\n",
    "    \n",
    "    # Latent variable that conditions the children \n",
    "    g1_L = switch(g1_healthy > 0.5, 0.9, 0.1)\n",
    "    \n",
    "    # Left Child\n",
    "    g2_healthy = pm.distributions.discrete.Bernoulli('g2', g1_L)\n",
    "    # Right Child\n",
    "    g3_healthy = pm.distributions.discrete.Bernoulli('g3', g1_L)\n",
    "    # Conditional switches for blood pressure mean\n",
    "    rate1 = switch(g1_healthy > .5, 50, 60)\n",
    "    rate2 = switch(g2_healthy > .5, 50, 60)\n",
    "    rate3 = switch(g3_healthy > .5, 50, 60)\n",
    "    # Grandkids and child\n",
    "    x1 = Normal('x1', mu=rate1, sd=10**.5)\n",
    "    x2 = Normal('x2', mu=rate2, sd=10**.5, observed=data_2)\n",
    "    # Setting x3 as an observed variable\n",
    "    x3 = Normal('x3', mu=rate3, sd=10**.5, observed=data_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">BinaryGibbsMetropolis: [g1, g2, g3]\n",
      ">NUTS: [x1]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 202000/202000 [02:22<00:00, 1419.68draws/s]\n",
      "/home/espg/software/Baysian_stats/_build/pip_packages/lib/python3.7/site-packages/xarray/core/nputils.py:215: RuntimeWarning: All-NaN slice encountered\n",
      "  result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n",
      "The number of effective samples is smaller than 10% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with bayesnet:\n",
    "    mytrace = pm.sample(50000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(mytrace);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above tells us that the Bayesian estimate is certain that one child has the condition, and is fairly certain that the other doesn't. This means that the parent is more likely to have the condition than not; also note that the blood pressure likelihoods are highest for each case associated with the condition (compared to a mean)."
   ]
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